Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 207 |
| Missing cells | 248 |
| Missing cells (%) | 10.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 30.0 KiB |
| Average record size in memory | 148.5 B |
Variable types
| NUM | 10 |
|---|---|
| CAT | 1 |
Reproduction
| Analysis started | 2020-04-22 20:53:25.804877 |
|---|---|
| Analysis finished | 2020-04-22 20:53:40.551633 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Exporters has a high cardinality: 207 distinct values | High cardinality |
Share in world exports (%) is highly correlated with Value exported in 2019 (USD thousand) | High Correlation |
Value exported in 2019 (USD thousand) is highly correlated with Share in world exports (%) | High Correlation |
Annual growth in value between 2015-2019 (%) has 4 (1.9%) missing values | Missing |
Annual growth in value between 2018-2019 (%) has 14 (6.8%) missing values | Missing |
CO2 emission (tons) has 178 (86.0%) missing values | Missing |
Average distance of importing countries (km) has 13 (6.3%) missing values | Missing |
Concentration of importing countries has 4 (1.9%) missing values | Missing |
Ease of doing business ranking has 35 (16.9%) missing values | Missing |
Annual growth in value between 2015-2019 (%) has 6 (2.9%) zeros | Zeros |
Annual growth in value between 2018-2019 (%) has 3 (1.4%) zeros | Zeros |
Share in world exports (%) has 155 (74.9%) zeros | Zeros |
| Distinct count | 207 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| Uganda | 1 |
|---|---|
| Taipei, Chinese | 1 |
| Saudi Arabia | 1 |
| Peru | 1 |
| Montenegro | 1 |
| Other values (202) |
| Value | Count | Frequency (%) | |
| Uganda | 1 | 0.5% | |
| Taipei, Chinese | 1 | 0.5% | |
| Saudi Arabia | 1 | 0.5% | |
| Peru | 1 | 0.5% | |
| Montenegro | 1 | 0.5% | |
| Somalia | 1 | 0.5% | |
| Slovakia | 1 | 0.5% | |
| Lebanon | 1 | 0.5% | |
| Romania | 1 | 0.5% | |
| Malawi | 1 | 0.5% | |
| Other values (197) | 197 | 95.2% |
Length
| Max length | 38 |
|---|---|
| Mean length | 10.49275362 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 28 | 48.3% | |
| Uppercase_Letter | 24 | 41.4% | |
| Other_Punctuation | 3 | 5.2% | |
| Space_Separator | 1 | 1.7% | |
| Open_Punctuation | 1 | 1.7% | |
| Close_Punctuation | 1 | 1.7% |
| Value | Count | Frequency (%) | |
| Latin | 52 | 89.7% | |
| Common | 6 | 10.3% |
| Value | Count | Frequency (%) | |
| ASCII | 56 | 100.0% |
| Distinct count | 188 |
|---|---|
| Unique (%) | 90.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3066513.807 |
|---|---|
| Minimum | 1 |
| Maximum | 89227214 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 79 |
| median | 5184 |
| Q3 | 313214 |
| 95-th percentile | 15202485.5 |
| Maximum | 89227214 |
| Range | 89227213 |
| Interquartile range (IQR) | 313135 |
Descriptive statistics
| Standard deviation | 11744290.91 |
|---|---|
| Coefficient of variation (CV) | 3.829850981 |
| Kurtosis | 29.06917631 |
| Mean | 3066513.807 |
| Median Absolute Deviation (MAD) | 5138491.311 |
| Skewness | 5.179453316 |
| Sum | 634768358 |
| Variance | 1.37928369e+14 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.00000000e+00 1.50000000e+00 1.25000000e+01 7.85000000e+01 2.08000000e+02 ... 6.13550000e+04 4.50162500e+05 1.41218700e+06 1.22553455e+07 8.92272140e+07], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 8 | 3.9% | |
| 3 | 3 | 1.4% | |
| 5 | 3 | 1.4% | |
| 35 | 3 | 1.4% | |
| 21 | 2 | 1.0% | |
| 12 | 2 | 1.0% | |
| 79 | 2 | 1.0% | |
| 23 | 2 | 1.0% | |
| 9 | 2 | 1.0% | |
| 50 | 2 | 1.0% | |
| Other values (178) | 178 | 86.0% |
| Value | Count | Frequency (%) | |
| 1 | 8 | 3.9% | |
| 2 | 1 | 0.5% | |
| 3 | 3 | 1.4% | |
| 4 | 1 | 0.5% | |
| 5 | 3 | 1.4% |
| Value | Count | Frequency (%) | |
| 89227214 | 1 | 0.5% | |
| 83047883 | 1 | 0.5% | |
| 53608528 | 1 | 0.5% | |
| 53561670 | 1 | 0.5% | |
| 53555313 | 1 | 0.5% |
| Distinct count | 207 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -134720.4783 |
|---|---|
| Minimum | -74676311 |
| Maximum | 51485644 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | -74676311 |
|---|---|
| 5-th percentile | -3118929.3 |
| Q1 | -492968.5 |
| median | -142927 |
| Q3 | -15378 |
| 95-th percentile | 4579306 |
| Maximum | 51485644 |
| Range | 126161955 |
| Interquartile range (IQR) | 477590.5 |
Descriptive statistics
| Standard deviation | 8150828.069 |
|---|---|
| Coefficient of variation (CV) | -60.50177504 |
| Kurtosis | 46.89847465 |
| Mean | -134720.4783 |
| Median Absolute Deviation (MAD) | 2165206.172 |
| Skewness | -1.474549126 |
| Sum | -27887139 |
| Variance | 6.643599822e+13 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-7.46763110e+07 -5.75995950e+06 -2.35602850e+06 -5.42083000e+05 -2.30434500e+05 ... -8.24250000e+03 1.98000000e+02 1.11696500e+05 1.47591075e+07 5.14856440e+07], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -1071611 | 1 | 0.5% | |
| -114350 | 1 | 0.5% | |
| -13507 | 1 | 0.5% | |
| -10944 | 1 | 0.5% | |
| -793229 | 1 | 0.5% | |
| -67773 | 1 | 0.5% | |
| -94904 | 1 | 0.5% | |
| -1036983 | 1 | 0.5% | |
| -1728694 | 1 | 0.5% | |
| -150373 | 1 | 0.5% | |
| Other values (197) | 197 | 95.2% |
| Value | Count | Frequency (%) | |
| -74676311 | 1 | 0.5% | |
| -24448675 | 1 | 0.5% | |
| -20856636 | 1 | 0.5% | |
| -13225187 | 1 | 0.5% | |
| -6114326 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 51485644 | 1 | 0.5% | |
| 45340758 | 1 | 0.5% | |
| 32519888 | 1 | 0.5% | |
| 15700287 | 1 | 0.5% | |
| 13817928 | 1 | 0.5% |
| Distinct count | 93 |
|---|---|
| Unique (%) | 45.8% |
| Missing | 4 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.96551724 |
|---|---|
| Minimum | -88 |
| Maximum | 1079 |
| Zeros | 6 |
| Zeros (%) | 2.9% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | -88 |
|---|---|
| 5-th percentile | -44.8 |
| Q1 | -8.5 |
| median | 5 |
| Q3 | 19 |
| 95-th percentile | 158 |
| Maximum | 1079 |
| Range | 1167 |
| Interquartile range (IQR) | 27.5 |
Descriptive statistics
| Standard deviation | 123.86584 |
|---|---|
| Coefficient of variation (CV) | 4.133612614 |
| Kurtosis | 33.60196207 |
| Mean | 29.96551724 |
| Median Absolute Deviation (MAD) | 55.35179208 |
| Skewness | 5.307713804 |
| Sum | 6083 |
| Variance | 15342.74633 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 8 | 11 | 5.3% | |
| -6 | 7 | 3.4% | |
| 0 | 6 | 2.9% | |
| 9 | 6 | 2.9% | |
| 19 | 5 | 2.4% | |
| 7 | 5 | 2.4% | |
| -11 | 5 | 2.4% | |
| 5 | 5 | 2.4% | |
| 2 | 5 | 2.4% | |
| 12 | 5 | 2.4% | |
| Other values (83) | 143 | 69.1% |
| Value | Count | Frequency (%) | |
| -88 | 1 | 0.5% | |
| -74 | 1 | 0.5% | |
| -61 | 1 | 0.5% | |
| -59 | 1 | 0.5% | |
| -55 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 1079 | 1 | 0.5% | |
| 644 | 1 | 0.5% | |
| 621 | 1 | 0.5% | |
| 595 | 1 | 0.5% | |
| 545 | 1 | 0.5% |
| Distinct count | 117 |
|---|---|
| Unique (%) | 60.6% |
| Missing | 14 |
| Missing (%) | 6.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.8290155 |
|---|---|
| Minimum | -100 |
| Maximum | 15053 |
| Zeros | 3 |
| Zeros (%) | 1.4% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -68 |
| Q1 | -14 |
| median | 6 |
| Q3 | 27 |
| 95-th percentile | 396.8 |
| Maximum | 15053 |
| Range | 15153 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 1217.535659 |
|---|---|
| Coefficient of variation (CV) | 6.733076851 |
| Kurtosis | 122.0152381 |
| Mean | 180.8290155 |
| Median Absolute Deviation (MAD) | 317.7902762 |
| Skewness | 10.57315135 |
| Sum | 34900 |
| Variance | 1482393.08 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 7 | 3.4% | |
| 3 | 7 | 3.4% | |
| 13 | 5 | 2.4% | |
| 11 | 5 | 2.4% | |
| 12 | 5 | 2.4% | |
| 15 | 4 | 1.9% | |
| 8 | 4 | 1.9% | |
| -15 | 4 | 1.9% | |
| 6 | 4 | 1.9% | |
| 7 | 4 | 1.9% | |
| Other values (107) | 144 | 69.6% | |
| (Missing) | 14 | 6.8% |
| Value | Count | Frequency (%) | |
| -100 | 2 | 1.0% | |
| -95 | 1 | 0.5% | |
| -94 | 1 | 0.5% | |
| -88 | 1 | 0.5% | |
| -87 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 15053 | 1 | 0.5% | |
| 7020 | 1 | 0.5% | |
| 2422 | 1 | 0.5% | |
| 1557 | 1 | 0.5% | |
| 1528 | 1 | 0.5% |
| Distinct count | 22 |
|---|---|
| Unique (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4801932367 |
|---|---|
| Minimum | 0 |
| Maximum | 14.1 |
| Zeros | 155 |
| Zeros (%) | 74.9% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.05 |
| 95-th percentile | 2.38 |
| Maximum | 14.1 |
| Range | 14.1 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 1.849860651 |
|---|---|
| Coefficient of variation (CV) | 3.852325501 |
| Kurtosis | 29.25524139 |
| Mean | 0.4801932367 |
| Median Absolute Deviation (MAD) | 0.8086489766 |
| Skewness | 5.191796232 |
| Sum | 99.4 |
| Variance | 3.421984428 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.05 0.25 1.95 14.1 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 155 | 74.9% | |
| 0.1 | 19 | 9.2% | |
| 0.2 | 6 | 2.9% | |
| 0.6 | 3 | 1.4% | |
| 8.4 | 3 | 1.4% | |
| 1 | 2 | 1.0% | |
| 0.5 | 2 | 1.0% | |
| 0.3 | 2 | 1.0% | |
| 1.3 | 2 | 1.0% | |
| 2.8 | 1 | 0.5% | |
| Other values (12) | 12 | 5.8% |
| Value | Count | Frequency (%) | |
| 0 | 155 | 74.9% | |
| 0.1 | 19 | 9.2% | |
| 0.2 | 6 | 2.9% | |
| 0.3 | 2 | 1.0% | |
| 0.5 | 2 | 1.0% |
| Value | Count | Frequency (%) | |
| 14.1 | 1 | 0.5% | |
| 13.1 | 1 | 0.5% | |
| 8.4 | 3 | 1.4% | |
| 7.6 | 1 | 0.5% | |
| 5.6 | 1 | 0.5% |
| Distinct count | 29 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 178 |
| Missing (%) | 86.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56483.62069 |
|---|---|
| Minimum | 34 |
| Maximum | 529696 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 34 |
|---|---|
| 5-th percentile | 359.6 |
| Q1 | 2022 |
| median | 10517 |
| Q3 | 53725 |
| 95-th percentile | 233525.2 |
| Maximum | 529696 |
| Range | 529662 |
| Interquartile range (IQR) | 51703 |
Descriptive statistics
| Standard deviation | 110248.3207 |
|---|---|
| Coefficient of variation (CV) | 1.951863555 |
| Kurtosis | 12.54537901 |
| Mean | 56483.62069 |
| Median Absolute Deviation (MAD) | 64598.25208 |
| Skewness | 3.340583628 |
| Sum | 1638025 |
| Variance | 1.215469222e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 10517 | 1 | 0.5% | |
| 3512 | 1 | 0.5% | |
| 3456 | 1 | 0.5% | |
| 572 | 1 | 0.5% | |
| 681 | 1 | 0.5% | |
| 34 | 1 | 0.5% | |
| 1226 | 1 | 0.5% | |
| 218 | 1 | 0.5% | |
| 53725 | 1 | 0.5% | |
| 158980 | 1 | 0.5% | |
| Other values (19) | 19 | 9.2% | |
| (Missing) | 178 | 86.0% |
| Value | Count | Frequency (%) | |
| 34 | 1 | 0.5% | |
| 218 | 1 | 0.5% | |
| 572 | 1 | 0.5% | |
| 681 | 1 | 0.5% | |
| 749 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 529696 | 1 | 0.5% | |
| 283222 | 1 | 0.5% | |
| 158980 | 1 | 0.5% | |
| 127130 | 1 | 0.5% | |
| 102741 | 1 | 0.5% |
| Distinct count | 192 |
|---|---|
| Unique (%) | 99.0% |
| Missing | 13 |
| Missing (%) | 6.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4453.623711 |
|---|---|
| Minimum | 304 |
| Maximum | 16537 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 304 |
|---|---|
| 5-th percentile | 784.45 |
| Q1 | 1758 |
| median | 3356.5 |
| Q3 | 5769.5 |
| 95-th percentile | 12332.1 |
| Maximum | 16537 |
| Range | 16233 |
| Interquartile range (IQR) | 4011.5 |
Descriptive statistics
| Standard deviation | 3659.802173 |
|---|---|
| Coefficient of variation (CV) | 0.8217582827 |
| Kurtosis | 1.660468794 |
| Mean | 4453.623711 |
| Median Absolute Deviation (MAD) | 2762.511213 |
| Skewness | 1.43210932 |
| Sum | 864003 |
| Variance | 13394151.95 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4284 | 2 | 1.0% | |
| 3924 | 2 | 1.0% | |
| 3834 | 1 | 0.5% | |
| 2689 | 1 | 0.5% | |
| 2938 | 1 | 0.5% | |
| 2590 | 1 | 0.5% | |
| 2631 | 1 | 0.5% | |
| 1273 | 1 | 0.5% | |
| 5059 | 1 | 0.5% | |
| 3838 | 1 | 0.5% | |
| Other values (182) | 182 | 87.9% | |
| (Missing) | 13 | 6.3% |
| Value | Count | Frequency (%) | |
| 304 | 1 | 0.5% | |
| 347 | 1 | 0.5% | |
| 361 | 1 | 0.5% | |
| 485 | 1 | 0.5% | |
| 496 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 16537 | 1 | 0.5% | |
| 16303 | 1 | 0.5% | |
| 15645 | 1 | 0.5% | |
| 15643 | 1 | 0.5% | |
| 15087 | 1 | 0.5% |
| Distinct count | 77 |
|---|---|
| Unique (%) | 37.9% |
| Missing | 4 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4190640394 |
|---|---|
| Minimum | 0.03 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 0.071 |
| Q1 | 0.145 |
| median | 0.34 |
| Q3 | 0.615 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.97 |
| Interquartile range (IQR) | 0.47 |
Descriptive statistics
| Standard deviation | 0.302263099 |
|---|---|
| Coefficient of variation (CV) | 0.7212814047 |
| Kurtosis | -0.749260843 |
| Mean | 0.4190640394 |
| Median Absolute Deviation (MAD) | 0.2528219564 |
| Skewness | 0.6741197598 |
| Sum | 85.07 |
| Variance | 0.09136298103 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 19 | 9.2% | |
| 0.09 | 13 | 6.3% | |
| 0.13 | 6 | 2.9% | |
| 0.14 | 6 | 2.9% | |
| 0.41 | 5 | 2.4% | |
| 0.08 | 5 | 2.4% | |
| 0.06 | 5 | 2.4% | |
| 0.12 | 5 | 2.4% | |
| 0.34 | 5 | 2.4% | |
| 0.46 | 5 | 2.4% | |
| Other values (67) | 129 | 62.3% |
| Value | Count | Frequency (%) | |
| 0.03 | 1 | 0.5% | |
| 0.05 | 1 | 0.5% | |
| 0.06 | 5 | 2.4% | |
| 0.07 | 4 | 1.9% | |
| 0.08 | 5 | 2.4% |
| Value | Count | Frequency (%) | |
| 1 | 19 | 9.2% | |
| 0.98 | 2 | 1.0% | |
| 0.95 | 2 | 1.0% | |
| 0.94 | 2 | 1.0% | |
| 0.93 | 1 | 0.5% |
| Distinct count | 171 |
|---|---|
| Unique (%) | 99.4% |
| Missing | 35 |
| Missing (%) | 16.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.23837209 |
|---|---|
| Minimum | 1 |
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9.55 |
| Q1 | 44.5 |
| median | 89.5 |
| Q3 | 137.25 |
| 95-th percentile | 179.45 |
| Maximum | 190 |
| Range | 189 |
| Interquartile range (IQR) | 92.75 |
Descriptive statistics
| Standard deviation | 54.39648825 |
|---|---|
| Coefficient of variation (CV) | 0.5962018721 |
| Kurtosis | -1.173752196 |
| Mean | 91.23837209 |
| Median Absolute Deviation (MAD) | 46.96484586 |
| Skewness | 0.08027328543 |
| Sum | 15693 |
| Variance | 2958.977934 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 171 | 2 | 1.0% | |
| 182 | 1 | 0.5% | |
| 104 | 1 | 0.5% | |
| 69 | 1 | 0.5% | |
| 85 | 1 | 0.5% | |
| 56 | 1 | 0.5% | |
| 6 | 1 | 0.5% | |
| 37 | 1 | 0.5% | |
| 98 | 1 | 0.5% | |
| 48 | 1 | 0.5% | |
| Other values (161) | 161 | 77.8% | |
| (Missing) | 35 | 16.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.5% | |
| 2 | 1 | 0.5% | |
| 3 | 1 | 0.5% | |
| 4 | 1 | 0.5% | |
| 5 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 190 | 1 | 0.5% | |
| 189 | 1 | 0.5% | |
| 188 | 1 | 0.5% | |
| 186 | 1 | 0.5% | |
| 184 | 1 | 0.5% |
Unnamed: 10
Real number (ℝ≥0)
| Distinct count | 206 |
|---|---|
| Unique (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09664171935 |
|---|---|
| Minimum | 0.05370496261 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 0.05370496261 |
|---|---|
| 5-th percentile | 0.06040500315 |
| Q1 | 0.06763877281 |
| median | 0.07836891345 |
| Q3 | 0.1007718614 |
| 95-th percentile | 0.16473467 |
| Maximum | 1 |
| Range | 0.9462950374 |
| Interquartile range (IQR) | 0.03313308862 |
Descriptive statistics
| Standard deviation | 0.07830990974 |
|---|---|
| Coefficient of variation (CV) | 0.8103116363 |
| Kurtosis | 89.58902127 |
| Mean | 0.09664171935 |
| Median Absolute Deviation (MAD) | 0.03361090223 |
| Skewness | 8.426921421 |
| Sum | 20.00483591 |
| Variance | 0.006132441964 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.05370496 0.05933764 0.09053005 0.11776359 0.21538462 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.2 | 2 | 1.0% | |
| 0.07149122807 | 1 | 0.5% | |
| 0.08649215346 | 1 | 0.5% | |
| 0.09581257271 | 1 | 0.5% | |
| 0.1032842328 | 1 | 0.5% | |
| 0.08803310623 | 1 | 0.5% | |
| 0.07651976761 | 1 | 0.5% | |
| 0.156628392 | 1 | 0.5% | |
| 0.1031390135 | 1 | 0.5% | |
| 0.1168831169 | 1 | 0.5% | |
| Other values (196) | 196 | 94.7% |
| Value | Count | Frequency (%) | |
| 0.05370496261 | 1 | 0.5% | |
| 0.05675287356 | 1 | 0.5% | |
| 0.0579004329 | 1 | 0.5% | |
| 0.05801263642 | 1 | 0.5% | |
| 0.05926934205 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.5% | |
| 0.5 | 1 | 0.5% | |
| 0.3333333333 | 1 | 0.5% | |
| 0.25 | 1 | 0.5% | |
| 0.2307692308 | 1 | 0.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| Exporters | Value exported in 2019 (USD thousand) | Trade balance in 2019 (USD thousand) | Annual growth in value between 2015-2019 (%) | Annual growth in value between 2018-2019 (%) | Share in world exports (%) | CO2 emission (tons) | Average distance of importing countries (km) | Concentration of importing countries | Ease of doing business ranking | Unnamed: 10 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Germany | 89227214 | 32519888 | 6.0 | -7.0 | 14.1 | 283222.0 | 3572.0 | 0.07 | 24.0 | 0.140567 |
| 1 | Switzerland | 83047883 | 51485644 | 8.0 | 10.0 | 13.1 | NaN | 4700.0 | 0.11 | 38.0 | 0.152230 |
| 2 | Belgium | 53608528 | 7212172 | 6.0 | 13.0 | 8.4 | 127130.0 | 3834.0 | 0.09 | 45.0 | 0.115912 |
| 3 | United States of America | 53561670 | -74676311 | 3.0 | 11.0 | 8.4 | 529696.0 | 7744.0 | 0.06 | 8.0 | 0.130995 |
| 4 | Ireland | 53555313 | 45340758 | 17.0 | 1.0 | 8.4 | 40714.0 | 4083.0 | 0.23 | 23.0 | 0.150723 |
| 5 | Netherlands | 48351244 | 15700287 | 16.0 | 13.0 | 7.6 | 57987.0 | 2904.0 | 0.08 | 36.0 | 0.160227 |
| 6 | France | 35554964 | 10456692 | 4.0 | 5.0 | 5.6 | 158980.0 | 3609.0 | 0.06 | 32.0 | 0.140302 |
| 7 | Italy | 34123303 | 6476035 | 15.0 | 23.0 | 5.4 | 72304.0 | 3310.0 | 0.09 | 51.0 | 0.156628 |
| 8 | United Kingdom | 26928329 | -1015669 | -6.0 | -10.0 | 4.2 | 102741.0 | 4557.0 | 0.09 | 9.0 | 0.146558 |
| 9 | Denmark | 17545114 | 13091551 | 10.0 | 22.0 | 2.8 | 42041.0 | 3838.0 | 0.73 | 3.0 | 0.111888 |
Last rows
| Exporters | Value exported in 2019 (USD thousand) | Trade balance in 2019 (USD thousand) | Annual growth in value between 2015-2019 (%) | Annual growth in value between 2018-2019 (%) | Share in world exports (%) | CO2 emission (tons) | Average distance of importing countries (km) | Concentration of importing countries | Ease of doing business ranking | Unnamed: 10 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 197 | Cabo Verde | 3 | -13947 | -50.0 | NaN | 0.0 | NaN | 6442.0 | 0.56 | 131.0 | 0.230769 |
| 198 | Tuvalu | 2 | -124 | -33.0 | NaN | 0.0 | NaN | 15071.0 | 1.00 | NaN | 0.200000 |
| 199 | Ship stores and bunkers | 1 | -1111 | -88.0 | NaN | 0.0 | NaN | NaN | 1.00 | NaN | 0.125000 |
| 200 | Sao Tome and Principe | 1 | -2297 | -61.0 | NaN | 0.0 | NaN | 3924.0 | 1.00 | 170.0 | 0.142857 |
| 201 | Suriname | 1 | -18394 | -31.0 | NaN | 0.0 | NaN | 7505.0 | 1.00 | 165.0 | 0.166667 |
| 202 | Cook Islands | 1 | -452 | NaN | NaN | 0.0 | NaN | 3206.0 | 1.00 | NaN | 0.200000 |
| 203 | Mozambique | 1 | -210966 | 0.0 | -100.0 | 0.0 | NaN | NaN | NaN | 135.0 | 0.250000 |
| 204 | Mauritania | 1 | -49982 | NaN | NaN | 0.0 | NaN | NaN | NaN | 148.0 | 0.333333 |
| 205 | Sint Maarten (Dutch part) | 1 | -5948 | -45.0 | NaN | 0.0 | NaN | NaN | 1.00 | NaN | 0.500000 |
| 206 | Haiti | 1 | -39425 | NaN | NaN | 0.0 | NaN | NaN | NaN | 182.0 | 1.000000 |